openpanel SKILL.md skillB
openpanel from nightly-labs/openbot is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add nightly-labs/openbot/openpanel@git:20261023.dcffc89Pins git:20261023.dcffc89 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- B, 16 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- nightly-labs/openbot
- Path
.agents/skills/openpanel/SKILL.md- Versions recorded
- 1
- Latest version
- git:20261023.dcffc89, committed Oct 23, 2026
- Size
- 2,927 bytes
- Repository stars
- 5,267
- License
- a license file GitHub does not identify
Query OpenBot product analytics (events, sessions, profiles, funnels, retention, active users, Search Console) from the self-hosted OpenPanel server, and make or change its dashboards and reports. Use when debugging with real usage data, checking whether an event fires, counting affected users, answering a product or growth question, or building a dashboard.
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# OpenPanel analytics
`scripts/openpanel.ts` calls the OpenPanel MCP server at `https://analytics.openbot.run/api/mcp`.
The token is a `root` client. It reads analytics and makes, changes and deletes dashboards and
reports (`create_dashboard`, `create_report`, `update_report_layout`, `delete_dashboard` and others).
`apps/auth-api/.env.dev` and `apps/auth-api/.env.production` hold the same token as
`OPENPANEL_MCP_TOKEN`, so either key works.
## Run
When `DOTENV_PRIVATE_KEY_DEV` is in the shell:
```sh
bun scripts/openpanel.ts tools # list the tools
bun scripts/openpanel.ts tools <tool> # show the input schema of one tool
bun scripts/openpanel.ts call <tool> '<json args>' # call a tool; the result is JSON
```
When the key is not in the shell, use the root `.env.keys` of the main checkout. A worktree has none:
```sh
MAIN="$(dirname "$(git rev-parse --path-format=absolute --git-common-dir)")"
bunx dotenvx run -q -f apps/auth-api/.env.dev -fk "$MAIN/.env.keys" -- bun scripts/openpanel.ts call list_event_names '{"projectId":"openbot"}'
```
If no key is available, stop and ask the developer. Never print the token, a key, or `.env.keys`.
…Read the whole file at its exact version.
How to install
mdr add nightly-labs/openbot/openpanel@sha256:d7792a0139c7aef5The line at the top of this page pins the label git:20261023.dcffc89, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_3ynv3yeitqzif77q)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 1 version of this file, committed on Oct 23, 2026.
Audit of the latest version
- fail: No instruction to read or print local credentials (matched: print the token, a key, or `.env)
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (2927 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Starting a new one? Use a template for SKILL.md on mdpantry, which passes every one of these checks and says what to change in it.
Source
nightly-labs/openbot · 5,267 stars · license a license file GitHub does not identify · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3ynv3yeitqzif77q GET https://markdownregistry.com/api/v1/resolve?ref=nightly-labs/openbot/openpanel GET https://markdownregistry.com/api/v1/blob/d7792a0139c7aef5fc780d13c49354d0728e12c20e339ee7fb39ee451d91f92a
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.